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Evolution on a Rugged Landscape:Pinning and Aging

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arxiv adap-org/9702002 v1 pith:WQWLWWBC submitted 1997-02-11 adap-org nlin.AOq-bio

classification adap-orgnlin.AOq-bio
keywords evolutionpopulationagingdynamicslandscapepinningrandomnessrate
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Population dynamics on a rugged landscape is studied analytically and numerically within a simple discrete model for evolution of N individuals in one-dimensional fitness space. We reduce the set of master equations to a single Fokker-Plank equation which allows us to describe the dynamics of the population in terms of thermo-activated Langevin diffusion of a single particle in a specific random potential. We found that the randomness in the mutation rate leads to pinning of the population and on average to a logarithmic slowdown of the evolution, resembling aging phenomenon in spin glass systems. In contrast, the randomness in the replication rate turns out to be irrelevant for evolution in the long-time limit as it is smoothed out by increasing ``evolution temperature''. The analytic results are in a good agreement with numerical simulations.

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Cited by 2 Pith papers

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  1. Microcosmos: Reimagining Artificial Life for the GPU Era

    cs.NE 2026-07 accept novelty 7.0 of 10

    Microcosmos combines Cosserat-style elastic filaments with a lattice-Boltzmann fluid solver in a fully differentiable JAX engine, validated on hand-designed gaits, gradient folding, neuroevolution, quality-diversity s...

  2. Life as Plasmas: Autonomy and Interactivism in-materio

    cs.NE 2026-07 conditional novelty 6.5 of 10

    Dusty plasmas occupy the admissible non-equilibrium phase for minimal physical autonomy yet carry no informational heredity, separating physical life-candidacy from biological sufficiency.

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